Gene Regulatory Networks : Methods and Protocols - Sanguinetti, Guido; Huynh-Thu, Vân Anh.; SpringerLink (Online service) (New York, NY : Springer New York : Imprint: Humana, 2019)
Gene Regulatory Network Inference: An Introductory Survey -- Statistical Network Inference for Time-Varying Molecular Data with Dynamic Bayesian Networks -- Overview and Evaluation of Recent Methods for Statistical Inference of Gene Regulatory Networks from Time Series Data -- Whole-Transcriptome Causal Network Inference with Genomic and Transcriptomic Data -- Causal Queries from Observational Data in Biological Systems via Bayesian Networks: An Empirical Study in Small Networks -- A Multiattribute Gaussian Graphical Model for Inferring Multiscale Regulatory Networks: An Application in Breast Cancer -- Integrative Approaches for Inference of Genome-Scale Gene Regulatory Networks -- Unsupervised Gene Network Inference with Decision Trees and Random Forests -- Tree-Based Learning of Regulatory Network Topologies and Dynamics with Jump3 -- Network Inference from Single-Cell Transcriptomic Data -- Inferring Gene Regulatory Networks from Multiple Datasets -- Unsupervised GRN Ensemble -- Learning Differential Module Networks across Multiple Experimental Conditions -- Stability in GRN Inference -- Gene Regulatory Networks: A Primer in Biological Processes and Statistical Modelling -- Scalable Inference of Ordinary Differential Equation Models of Biochemical Processes.
Keywords: Biotechnology; Biotechnology